Ding Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research 9783319781716

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Автор: Ding
Название: Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research
ISBN: 9783319781716
Издательство: Springer
Классификация:

Социальные исследования и статистика

Психологическое тестирование и психологические параметры

Образование

Офтальмология

ISBN-10: 3319781715
Обложка/Формат: Hardcover
Страницы: 197
Вес: 0.48 кг.
Дата издания: 2018
Язык: English
Издание: 1st ed. 2018
Иллюстрации: 37 tables, color; 37 illustrations, color; 12 illustrations, black and white; xii, 277 p. 49 illus., 37 illus. in color.
Размер: 234 x 156 x 13
Читательская аудитория: Postgraduate, research & scholarly
Основная тема: Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book explores the fundamentals of multidimensional scaling (MDS) and how this analytic method can be used in applied setting for educational and psychological research. The book tries to make MDS more accessible to a wider audience in terms of the language and examples that are more relevant to educational and psychological research and less technical so that the readers are not overwhelmed by equations. The goal is for readers to learn the methods described in this book and immediately start using MDS via available software programs. The book also examines new applications that have previously not been discussed in MDS literature. It should be an ideal book for graduate students and researchers to better understand MDS.Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research is divided into three parts. Part I covers the basic and fundamental features of MDS models pertaining to applied research applications. Chapters in this section cover the essential features of data that are typically associated with MDS analysis such as preference ration or binary choice data, and also looking at metric and non-metric MDS models to build a foundation for later discussion and applications in later chapters. Part II examines specific MDS models and its applications for education and psychology. This includes spatial analysis methods that can be used in MDS to test clustering effect of items and individual differences MDS model (INDSCAL). Finally, Part III focuses on new applications of MDS analysis in these research fields. These new applications consist of profile analysis, longitudinal analysis, mean-level change, and pattern change. The book concludes with a historical review of MDS development as an analytical method and a look to future directions.
Дополнительное описание: Chapter 1: Introduction.- Chapter 2: Data issues of MDS.- Chapter 3: Metric vas non-metric MDS model.- Chapter 4: Model selection and interpretation.- Chapter 5: Basic MDS analysis.- Chapter 6: Visualization of data structure by MDS.- Chapter 7: Individua

Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research, Ding